Dataset statistics
| Number of variables | 29 |
|---|---|
| Number of observations | 19026 |
| Missing cells | 244163 |
| Missing cells (%) | 44.3% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 10.3 MiB |
| Average record size in memory | 569.0 B |
Variable types
| Categorical | 10 |
|---|---|
| Numeric | 14 |
| Unsupported | 5 |
Change_Temperature_Time has constant value "180.0" | Constant |
Data has a high cardinality: 357 distinct values | High cardinality |
Material has a high cardinality: 200 distinct values | High cardinality |
Product Code has a high cardinality: 1429 distinct values | High cardinality |
Batch_ID has a high cardinality: 1359 distinct values | High cardinality |
Number_of_Case has a high cardinality: 62 distinct values | High cardinality |
Number_of_Boxes has a high cardinality: 64 distinct values | High cardinality |
Material_Type is highly correlated with temperature and 1 other fields | High correlation |
temperature is highly correlated with Material_Type and 1 other fields | High correlation |
Speed is highly correlated with Material_Type and 1 other fields | High correlation |
weight_kg is highly correlated with unit_weight_g and 3 other fields | High correlation |
unit_weight_g is highly correlated with weight_kg | High correlation |
Process_Time is highly correlated with weight_kg and 2 other fields | High correlation |
Waiting_Time is highly correlated with Working_Hours and 1 other fields | High correlation |
Holding_Time is highly correlated with Working_Hours and 1 other fields | High correlation |
Working_Hours is highly correlated with weight_kg and 4 other fields | High correlation |
Total_Working_Hours is highly correlated with weight_kg and 4 other fields | High correlation |
weight_kg is highly correlated with Process_Time and 2 other fields | High correlation |
Process_Time is highly correlated with weight_kg and 2 other fields | High correlation |
Waiting_Time is highly correlated with Working_Hours and 1 other fields | High correlation |
Holding_Time is highly correlated with Working_Hours and 1 other fields | High correlation |
Working_Hours is highly correlated with weight_kg and 4 other fields | High correlation |
Total_Working_Hours is highly correlated with weight_kg and 4 other fields | High correlation |
Material_Type is highly correlated with temperature and 1 other fields | High correlation |
temperature is highly correlated with Material_Type and 1 other fields | High correlation |
Speed is highly correlated with Material_Type and 1 other fields | High correlation |
weight_kg is highly correlated with Process_Time and 2 other fields | High correlation |
Process_Time is highly correlated with weight_kg and 2 other fields | High correlation |
Waiting_Time is highly correlated with Working_Hours and 1 other fields | High correlation |
Holding_Time is highly correlated with Working_Hours and 1 other fields | High correlation |
Working_Hours is highly correlated with weight_kg and 4 other fields | High correlation |
Total_Working_Hours is highly correlated with weight_kg and 4 other fields | High correlation |
Tool is highly correlated with Material_Type and 5 other fields | High correlation |
Material_Type is highly correlated with Tool and 3 other fields | High correlation |
Speed is highly correlated with Tool and 2 other fields | High correlation |
weight_kg is highly correlated with Number_of_Boxes and 3 other fields | High correlation |
Process_Time is highly correlated with Number_of_Boxes and 2 other fields | High correlation |
Waiting_Time is highly correlated with Number_of_Boxes and 2 other fields | High correlation |
Holding_Time is highly correlated with Form_Number and 2 other fields | High correlation |
Form_Number is highly correlated with Tool and 2 other fields | High correlation |
Number_of_Case is highly correlated with Tool and 1 other fields | High correlation |
Number_of_Boxes is highly correlated with Tool and 5 other fields | High correlation |
Sintered_State is highly correlated with Tool and 2 other fields | High correlation |
Working_Hours is highly correlated with weight_kg and 5 other fields | High correlation |
Total_Working_Hours is highly correlated with weight_kg and 5 other fields | High correlation |
Material_Type has 4658 (24.5%) missing values | Missing |
Material has 5601 (29.4%) missing values | Missing |
Product Code has 4330 (22.8%) missing values | Missing |
Batch_ID has 5066 (26.6%) missing values | Missing |
temperature has 4331 (22.8%) missing values | Missing |
Speed has 4348 (22.9%) missing values | Missing |
quench has 19026 (100.0%) missing values | Missing |
rate has 19026 (100.0%) missing values | Missing |
Rapid dewaxing has 19026 (100.0%) missing values | Missing |
weight_kg has 5157 (27.1%) missing values | Missing |
Process_Time has 4308 (22.6%) missing values | Missing |
Waiting_Time has 14841 (78.0%) missing values | Missing |
Holding_Time has 18964 (99.7%) missing values | Missing |
Change_Temperature_Time has 19025 (> 99.9%) missing values | Missing |
Furnace_Maintenance_Time has 19026 (100.0%) missing values | Missing |
Form_Number has 15718 (82.6%) missing values | Missing |
Affirmant has 696 (3.7%) missing values | Missing |
Filler has 19026 (100.0%) missing values | Missing |
Recipient has 655 (3.4%) missing values | Missing |
Number_of_Case has 17709 (93.1%) missing values | Missing |
Number_of_Boxes has 5356 (28.2%) missing values | Missing |
Sintered_State has 18247 (95.9%) missing values | Missing |
temperature is highly skewed (γ1 = 48.61856227) | Skewed |
quench is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
rate is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
Rapid dewaxing is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
Furnace_Maintenance_Time is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
Filler is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
Qty has 5130 (27.0%) zeros | Zeros |
Reproduction
| Analysis started | 2022-04-24 15:06:57.346559 |
|---|---|
| Analysis finished | 2022-04-24 15:07:27.767500 |
| Duration | 30.42 seconds |
| Software version | pandas-profiling v3.1.0 |
| Download configuration | config.json |
| Distinct | 357 |
|---|---|
| Distinct (%) | 1.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.1 MiB |
| 7/29 | 79 |
|---|---|
| 7/13 | 73 |
| 7/17 | 70 |
| 6/18 | 70 |
| 7/30 | 70 |
| Other values (352) |
Length
| Max length | 5 |
|---|---|
| Median length | 4 |
| Mean length | 3.970146116 |
| Min length | 3 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1/1 |
|---|---|
| 2nd row | 1/1 |
| 3rd row | 1/1 |
| 4th row | 1/1 |
| 5th row | 1/1 |
Common Values
| Value | Count | Frequency (%) |
| 7/29 | 79 | 0.4% |
| 7/13 | 73 | 0.4% |
| 7/17 | 70 | 0.4% |
| 6/18 | 70 | 0.4% |
| 7/30 | 70 | 0.4% |
| 12/31 | 69 | 0.4% |
| 10/7 | 68 | 0.4% |
| 7/27 | 67 | 0.4% |
| 7/28 | 67 | 0.4% |
| 8/26 | 67 | 0.4% |
| Other values (347) | 18326 |
Length
| Value | Count | Frequency (%) |
| 7/29 | 79 | 0.4% |
| 7/13 | 73 | 0.4% |
| 7/17 | 70 | 0.4% |
| 6/18 | 70 | 0.4% |
| 7/30 | 70 | 0.4% |
| 12/31 | 69 | 0.4% |
| 10/7 | 68 | 0.4% |
| 8/26 | 67 | 0.4% |
| 7/28 | 67 | 0.4% |
| 7/27 | 67 | 0.4% |
| Other values (347) | 18326 |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
Shift
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.1 MiB |
| C | |
|---|---|
| A | |
| B | 2 |
| CD | 1 |
| C | 1 |
Length
| Max length | 2 |
|---|---|
| Median length | 1 |
| Mean length | 1.000105119 |
| Min length | 1 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 2 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | C |
|---|---|
| 2nd row | C |
| 3rd row | A |
| 4th row | A |
| 5th row | A |
Common Values
| Value | Count | Frequency (%) |
| C | 9559 | |
| A | 9463 | |
| B | 2 | < 0.1% |
| CD | 1 | < 0.1% |
| C | 1 | < 0.1% |
Length
Pie chart
| Value | Count | Frequency (%) |
| c | 9560 | |
| a | 9463 | |
| b | 2 | < 0.1% |
| cd | 1 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 9 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.184011353 |
| Minimum | 1 |
|---|---|
| Maximum | 9 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 148.8 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 4 |
| Q3 | 6 |
| 95-th percentile | 8 |
| Maximum | 9 |
| Range | 8 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 2.46376928 |
|---|---|
| Coefficient of variation (CV) | 0.5888533927 |
| Kurtosis | -1.221500607 |
| Mean | 4.184011353 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 0.2527713456 |
| Sum | 79605 |
| Variance | 6.070159067 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 3546 | |
| 2 | 2780 | |
| 4 | 2233 | |
| 3 | 2233 | |
| 8 | 2051 | |
| 7 | 2022 | |
| 5 | 1956 | |
| 6 | 1773 | |
| 9 | 432 | 2.3% |
| Value | Count | Frequency (%) |
| 1 | 3546 | |
| 2 | 2780 | |
| 3 | 2233 | |
| 4 | 2233 | |
| 5 | 1956 | |
| 6 | 1773 | |
| 7 | 2022 | |
| 8 | 2051 | |
| 9 | 432 | 2.3% |
| Value | Count | Frequency (%) |
| 9 | 432 | 2.3% |
| 8 | 2051 | |
| 7 | 2022 | |
| 6 | 1773 | |
| 5 | 1956 | |
| 4 | 2233 | |
| 3 | 2233 | |
| 2 | 2780 | |
| 1 | 3546 |
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 4658 |
| Missing (%) | 24.5% |
| Memory size | 1024.0 KiB |
| 1.0 | |
|---|---|
| 3.0 | |
| 2.0 | 28 |
| 24.0 | 4 |
Length
| Max length | 4 |
|---|---|
| Median length | 3 |
| Mean length | 3.000278396 |
| Min length | 3 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1.0 |
|---|---|
| 2nd row | 1.0 |
| 3rd row | 1.0 |
| 4th row | 1.0 |
| 5th row | 1.0 |
Common Values
| Value | Count | Frequency (%) |
| 1.0 | 12040 | |
| 3.0 | 2296 | 12.1% |
| 2.0 | 28 | 0.1% |
| 24.0 | 4 | < 0.1% |
| (Missing) | 4658 | 24.5% |
Length
Pie chart
| Value | Count | Frequency (%) |
| 1.0 | 12040 | |
| 3.0 | 2296 | 16.0% |
| 2.0 | 28 | 0.2% |
| 24.0 | 4 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 200 |
|---|---|
| Distinct (%) | 1.5% |
| Missing | 5601 |
| Missing (%) | 29.4% |
| Memory size | 963.3 KiB |
| 15 | |
|---|---|
| 20 | |
| 29 | |
| 24 | |
| 5-3 | 575 |
| Other values (195) |
Length
| Max length | 13 |
|---|---|
| Median length | 2 |
| Mean length | 2.90972067 |
| Min length | 1 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 37 ? |
|---|---|
| Unique (%) | 0.3% |
Sample
| 1st row | 25 |
|---|---|
| 2nd row | 15-1 |
| 3rd row | 15-1 |
| 4th row | 5-7 |
| 5th row | 5-3 |
Common Values
| Value | Count | Frequency (%) |
| 15 | 3269 | |
| 20 | 930 | 4.9% |
| 29 | 841 | 4.4% |
| 24 | 770 | 4.0% |
| 5-3 | 575 | 3.0% |
| 15-5 | 545 | 2.9% |
| 13 | 390 | 2.0% |
| 5-2 | 367 | 1.9% |
| 20-2 | 322 | 1.7% |
| 30 | 272 | 1.4% |
| Other values (190) | 5144 | |
| (Missing) | 5601 |
Length
| Value | Count | Frequency (%) |
| 15 | 3269 | |
| 20 | 930 | 6.9% |
| 29 | 841 | 6.3% |
| 24 | 770 | 5.7% |
| 5-3 | 575 | 4.3% |
| 15-5 | 557 | 4.1% |
| 13 | 390 | 2.9% |
| 5-2 | 367 | 2.7% |
| 20-2 | 322 | 2.4% |
| 30 | 273 | 2.0% |
| Other values (185) | 5149 |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 1429 |
|---|---|
| Distinct (%) | 9.7% |
| Missing | 4330 |
| Missing (%) | 22.8% |
| Memory size | 1012.6 KiB |
| 4274 | 1066 |
|---|---|
| 5469 | 815 |
| 6536 | 768 |
| 3285 | 337 |
| 6508 | 287 |
| Other values (1424) |
Length
| Max length | 7 |
|---|---|
| Median length | 4 |
| Mean length | 4.117787153 |
| Min length | 4 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 337 ? |
|---|---|
| Unique (%) | 2.3% |
Sample
| 1st row | 6808 |
|---|---|
| 2nd row | 8005 |
| 3rd row | 8005 |
| 4th row | 4454 |
| 5th row | 4666 |
Common Values
| Value | Count | Frequency (%) |
| 4274 | 1066 | 5.6% |
| 5469 | 815 | 4.3% |
| 6536 | 768 | 4.0% |
| 3285 | 337 | 1.8% |
| 6508 | 287 | 1.5% |
| 6538 | 279 | 1.5% |
| 2610 | 268 | 1.4% |
| 4005 | 252 | 1.3% |
| 4280 | 230 | 1.2% |
| 6295 | 215 | 1.1% |
| Other values (1419) | 10179 | |
| (Missing) | 4330 |
Length
| Value | Count | Frequency (%) |
| 4274 | 1066 | 7.3% |
| 5469 | 815 | 5.5% |
| 6536 | 768 | 5.2% |
| 3285 | 337 | 2.3% |
| 6508 | 287 | 2.0% |
| 6538 | 279 | 1.9% |
| 2610 | 268 | 1.8% |
| 4005 | 252 | 1.7% |
| 4280 | 230 | 1.6% |
| 6295 | 215 | 1.5% |
| Other values (1419) | 10179 |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 1359 |
|---|---|
| Distinct (%) | 9.7% |
| Missing | 5066 |
| Missing (%) | 26.6% |
| Memory size | 1.0 MiB |
| ¸Õ | 371 |
|---|---|
| 210221A | 92 |
| 210330A | 69 |
| 210417B | 68 |
| 210409B | 63 |
| Other values (1354) |
Length
| Max length | 9 |
|---|---|
| Median length | 7 |
| Mean length | 6.773280802 |
| Min length | 2 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 259 ? |
|---|---|
| Unique (%) | 1.9% |
Sample
| 1st row | 201230A |
|---|---|
| 2nd row | 201231A |
| 3rd row | 201231A |
| 4th row | 201230A |
| 5th row | 201231A |
Common Values
| Value | Count | Frequency (%) |
| ¸Õ | 371 | 1.9% |
| 210221A | 92 | 0.5% |
| 210330A | 69 | 0.4% |
| 210417B | 68 | 0.4% |
| 210409B | 63 | 0.3% |
| 210413B | 62 | 0.3% |
| 210501B | 57 | 0.3% |
| 211113A | 54 | 0.3% |
| 210825C | 50 | 0.3% |
| 210626B | 48 | 0.3% |
| Other values (1349) | 13026 | |
| (Missing) | 5066 | 26.6% |
Length
| Value | Count | Frequency (%) |
| ¸õ | 372 | 2.7% |
| 210221a | 92 | 0.7% |
| 210330a | 69 | 0.5% |
| 210417b | 68 | 0.5% |
| 210409b | 63 | 0.5% |
| 210413b | 62 | 0.4% |
| 210501b | 57 | 0.4% |
| 211113a | 54 | 0.4% |
| 210825c | 50 | 0.4% |
| 210626b | 48 | 0.3% |
| Other values (1341) | 13026 |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 35 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 4331 |
| Missing (%) | 22.8% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1123.898632 |
| Minimum | 50 |
|---|---|
| Maximum | 11220 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 148.8 KiB |
Quantile statistics
| Minimum | 50 |
|---|---|
| 5-th percentile | 1120 |
| Q1 | 1120 |
| median | 1120 |
| Q3 | 1120 |
| 95-th percentile | 1150 |
| Maximum | 11220 |
| Range | 11170 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 192.395128 |
|---|---|
| Coefficient of variation (CV) | 0.1711854811 |
| Kurtosis | 2559.557907 |
| Mean | 1123.898632 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 48.61856227 |
| Sum | 16515690.4 |
| Variance | 37015.88528 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1120 | 11802 | |
| 1150 | 1789 | 9.4% |
| 1135 | 233 | 1.2% |
| 1164 | 210 | 1.1% |
| 1130 | 129 | 0.7% |
| 1110 | 98 | 0.5% |
| 1134 | 96 | 0.5% |
| 1140 | 69 | 0.4% |
| 1050 | 61 | 0.3% |
| 1000 | 35 | 0.2% |
| Other values (25) | 173 | 0.9% |
| (Missing) | 4331 | 22.8% |
| Value | Count | Frequency (%) |
| 50 | 8 | < 0.1% |
| 60 | 9 | < 0.1% |
| 110 | 2 | < 0.1% |
| 112 | 1 | < 0.1% |
| 113.4 | 1 | < 0.1% |
| 600 | 1 | < 0.1% |
| 700 | 12 | |
| 760 | 7 | < 0.1% |
| 800 | 27 | |
| 840 | 3 | < 0.1% |
| Value | Count | Frequency (%) |
| 11220 | 4 | < 0.1% |
| 11120 | 1 | < 0.1% |
| 1164 | 210 | 1.1% |
| 1160 | 4 | < 0.1% |
| 1155 | 3 | < 0.1% |
| 1150 | 1789 | |
| 1144 | 2 | < 0.1% |
| 1140 | 69 | 0.4% |
| 1135 | 233 | 1.2% |
| 1134 | 96 | 0.5% |
| Distinct | 21 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 4348 |
| Missing (%) | 22.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 59.26890585 |
| Minimum | 25 |
|---|---|
| Maximum | 90 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 148.8 KiB |
Quantile statistics
| Minimum | 25 |
|---|---|
| 5-th percentile | 50 |
| Q1 | 60 |
| median | 60 |
| Q3 | 60 |
| 95-th percentile | 70 |
| Maximum | 90 |
| Range | 65 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 6.03598952 |
|---|---|
| Coefficient of variation (CV) | 0.1018407449 |
| Kurtosis | 5.808293575 |
| Mean | 59.26890585 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 0.7073004766 |
| Sum | 869949 |
| Variance | 36.43316949 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 60 | 11265 | |
| 50 | 1963 | 10.3% |
| 80 | 578 | 3.0% |
| 55 | 348 | 1.8% |
| 70 | 263 | 1.4% |
| 53 | 95 | 0.5% |
| 40 | 45 | 0.2% |
| 33 | 26 | 0.1% |
| 46 | 22 | 0.1% |
| 65 | 17 | 0.1% |
| Other values (11) | 56 | 0.3% |
| (Missing) | 4348 | 22.9% |
| Value | Count | Frequency (%) |
| 25 | 8 | < 0.1% |
| 30 | 13 | 0.1% |
| 33 | 26 | 0.1% |
| 34 | 8 | < 0.1% |
| 40 | 45 | 0.2% |
| 43 | 5 | < 0.1% |
| 45 | 6 | < 0.1% |
| 46 | 22 | 0.1% |
| 48 | 9 | < 0.1% |
| 50 | 1963 |
| Value | Count | Frequency (%) |
| 90 | 3 | < 0.1% |
| 80 | 578 | 3.0% |
| 70 | 263 | 1.4% |
| 65 | 17 | 0.1% |
| 64 | 1 | < 0.1% |
| 63 | 1 | < 0.1% |
| 62 | 1 | < 0.1% |
| 61 | 1 | < 0.1% |
| 60 | 11265 | |
| 55 | 348 | 1.8% |
weight_kg
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONMISSING| Distinct | 2165 |
|---|---|
| Distinct (%) | 15.6% |
| Missing | 5157 |
| Missing (%) | 27.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 129.1806958 |
| Minimum | 0 |
|---|---|
| Maximum | 1629 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 148.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 13.5 |
| Q1 | 40 |
| median | 82 |
| Q3 | 177.7 |
| 95-th percentile | 388 |
| Maximum | 1629 |
| Range | 1629 |
| Interquartile range (IQR) | 137.7 |
Descriptive statistics
| Standard deviation | 128.7056065 |
|---|---|
| Coefficient of variation (CV) | 0.996322289 |
| Kurtosis | 5.176400403 |
| Mean | 129.1806958 |
| Median Absolute Deviation (MAD) | 54 |
| Skewness | 1.958436042 |
| Sum | 1791607.07 |
| Variance | 16565.13315 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 20 | 530 | 2.8% |
| 40 | 468 | 2.5% |
| 60 | 399 | 2.1% |
| 80 | 259 | 1.4% |
| 100 | 214 | 1.1% |
| 120 | 165 | 0.9% |
| 140 | 157 | 0.8% |
| 10 | 122 | 0.6% |
| 51.8 | 119 | 0.6% |
| 160 | 118 | 0.6% |
| Other values (2155) | 11318 | |
| (Missing) | 5157 |
| Value | Count | Frequency (%) |
| 0 | 1 | < 0.1% |
| 0.5 | 1 | < 0.1% |
| 0.7 | 2 | < 0.1% |
| 0.8 | 2 | < 0.1% |
| 1 | 4 | |
| 1.2 | 2 | < 0.1% |
| 1.3 | 1 | < 0.1% |
| 1.5 | 5 | |
| 1.6 | 2 | < 0.1% |
| 1.7 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 1629 | 1 | < 0.1% |
| 898.9 | 1 | < 0.1% |
| 862.4 | 1 | < 0.1% |
| 794.5 | 1 | < 0.1% |
| 780 | 1 | < 0.1% |
| 739.2 | 10 | 0.1% |
| 709.5 | 1 | < 0.1% |
| 707.7 | 1 | < 0.1% |
| 707.4 | 10 | 0.1% |
| 691.6 | 26 |
| Distinct | 1391 |
|---|---|
| Distinct (%) | 7.3% |
| Missing | 23 |
| Missing (%) | 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 139.6020938 |
| Minimum | 0.09 |
|---|---|
| Maximum | 4517 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 148.8 KiB |
Quantile statistics
| Minimum | 0.09 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 22.05 |
| Q3 | 271.5 |
| 95-th percentile | 540 |
| Maximum | 4517 |
| Range | 4516.91 |
| Interquartile range (IQR) | 270.5 |
Descriptive statistics
| Standard deviation | 199.0073181 |
|---|---|
| Coefficient of variation (CV) | 1.425532474 |
| Kurtosis | 17.94699145 |
| Mean | 139.6020938 |
| Median Absolute Deviation (MAD) | 21.05 |
| Skewness | 2.073775351 |
| Sum | 2652858.588 |
| Variance | 39603.91266 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 4676 | |
| 540 | 1003 | 5.3% |
| 440 | 761 | 4.0% |
| 393 | 742 | 3.9% |
| 313.7 | 346 | 1.8% |
| 4.48 | 332 | 1.7% |
| 422 | 279 | 1.5% |
| 4.6 | 256 | 1.3% |
| 89 | 197 | 1.0% |
| 639 | 151 | 0.8% |
| Other values (1381) | 10260 |
| Value | Count | Frequency (%) |
| 0.09 | 3 | < 0.1% |
| 0.12 | 3 | < 0.1% |
| 0.15 | 4 | < 0.1% |
| 0.25 | 6 | < 0.1% |
| 0.26 | 11 | |
| 0.27 | 5 | < 0.1% |
| 0.28 | 17 | |
| 0.3 | 2 | < 0.1% |
| 0.31 | 1 | < 0.1% |
| 0.33 | 4 | < 0.1% |
| Value | Count | Frequency (%) |
| 4517 | 1 | < 0.1% |
| 3689 | 1 | < 0.1% |
| 1163 | 1 | < 0.1% |
| 1010 | 2 | < 0.1% |
| 1002 | 2 | < 0.1% |
| 1000 | 2 | < 0.1% |
| 981 | 2 | < 0.1% |
| 972.6 | 3 | |
| 875 | 2 | < 0.1% |
| 874.5 | 5 |
| Distinct | 7136 |
|---|---|
| Distinct (%) | 37.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3336.355441 |
| Minimum | 0 |
|---|---|
| Maximum | 553571.4286 |
| Zeros | 5130 |
| Zeros (%) | 27.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 148.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 611.944056 |
| Q3 | 2733.269263 |
| 95-th percentile | 16807.3286 |
| Maximum | 553571.4286 |
| Range | 553571.4286 |
| Interquartile range (IQR) | 2733.269263 |
Descriptive statistics
| Standard deviation | 8376.277344 |
|---|---|
| Coefficient of variation (CV) | 2.510607006 |
| Kurtosis | 1002.525845 |
| Mean | 3336.355441 |
| Median Absolute Deviation (MAD) | 611.944056 |
| Skewness | 18.27410708 |
| Sum | 63477498.63 |
| Variance | 70162022.15 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 5130 | 27.0% |
| 800 | 124 | 0.7% |
| 95.92592593 | 116 | 0.6% |
| 120 | 89 | 0.5% |
| 71.85185185 | 80 | 0.4% |
| 1600 | 70 | 0.4% |
| 600 | 67 | 0.4% |
| 90 | 67 | 0.4% |
| 224.8815166 | 56 | 0.3% |
| 560 | 55 | 0.3% |
| Other values (7126) | 13172 |
| Value | Count | Frequency (%) |
| 0 | 5130 | |
| 2 | 1 | < 0.1% |
| 3 | 1 | < 0.1% |
| 4 | 1 | < 0.1% |
| 6 | 1 | < 0.1% |
| 7.962962963 | 2 | < 0.1% |
| 10 | 4 | < 0.1% |
| 10.92592593 | 1 | < 0.1% |
| 12 | 2 | < 0.1% |
| 12.5698324 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 553571.4286 | 1 | |
| 132558.1395 | 1 | |
| 122674.4186 | 1 | |
| 121428.5714 | 1 | |
| 116000 | 1 | |
| 112903.2258 | 1 | |
| 112500 | 1 | |
| 101382.4885 | 1 | |
| 93023.25581 | 1 | |
| 92105.26316 | 1 |
Process_Time
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONMISSING| Distinct | 94 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 4308 |
| Missing (%) | 22.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 202.9660959 |
| Minimum | 5 |
|---|---|
| Maximum | 480 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 148.8 KiB |
Quantile statistics
| Minimum | 5 |
|---|---|
| 5-th percentile | 30 |
| Q1 | 90 |
| median | 180 |
| Q3 | 240 |
| 95-th percentile | 480 |
| Maximum | 480 |
| Range | 475 |
| Interquartile range (IQR) | 150 |
Descriptive statistics
| Standard deviation | 139.2607303 |
|---|---|
| Coefficient of variation (CV) | 0.6861280434 |
| Kurtosis | -0.4115739012 |
| Mean | 202.9660959 |
| Median Absolute Deviation (MAD) | 85 |
| Skewness | 0.7417691164 |
| Sum | 2987255 |
| Variance | 19393.551 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 240 | 2882 | |
| 480 | 1828 | 9.6% |
| 60 | 967 | 5.1% |
| 120 | 834 | 4.4% |
| 90 | 678 | 3.6% |
| 180 | 665 | 3.5% |
| 150 | 517 | 2.7% |
| 30 | 500 | 2.6% |
| 210 | 319 | 1.7% |
| 40 | 291 | 1.5% |
| Other values (84) | 5237 | |
| (Missing) | 4308 |
| Value | Count | Frequency (%) |
| 5 | 93 | 0.5% |
| 10 | 192 | 1.0% |
| 15 | 49 | 0.3% |
| 20 | 152 | 0.8% |
| 25 | 46 | 0.2% |
| 30 | 500 | |
| 35 | 41 | 0.2% |
| 40 | 291 | |
| 45 | 81 | 0.4% |
| 50 | 234 |
| Value | Count | Frequency (%) |
| 480 | 1828 | |
| 470 | 1 | < 0.1% |
| 465 | 2 | < 0.1% |
| 460 | 12 | 0.1% |
| 455 | 2 | < 0.1% |
| 450 | 45 | 0.2% |
| 445 | 1 | < 0.1% |
| 440 | 25 | 0.1% |
| 435 | 6 | < 0.1% |
| 430 | 18 | 0.1% |
Waiting_Time
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONMISSING| Distinct | 79 |
|---|---|
| Distinct (%) | 1.9% |
| Missing | 14841 |
| Missing (%) | 78.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 298.9713262 |
| Minimum | 10 |
|---|---|
| Maximum | 720 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 148.8 KiB |
Quantile statistics
| Minimum | 10 |
|---|---|
| 5-th percentile | 60 |
| Q1 | 240 |
| median | 240 |
| Q3 | 480 |
| 95-th percentile | 480 |
| Maximum | 720 |
| Range | 710 |
| Interquartile range (IQR) | 240 |
Descriptive statistics
| Standard deviation | 146.959868 |
|---|---|
| Coefficient of variation (CV) | 0.4915517147 |
| Kurtosis | -1.207339039 |
| Mean | 298.9713262 |
| Median Absolute Deviation (MAD) | 120 |
| Skewness | 0.05814542112 |
| Sum | 1251195 |
| Variance | 21597.20281 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 240 | 1585 | 8.3% |
| 480 | 1433 | 7.5% |
| 60 | 133 | 0.7% |
| 180 | 116 | 0.6% |
| 120 | 115 | 0.6% |
| 90 | 85 | 0.4% |
| 30 | 73 | 0.4% |
| 150 | 72 | 0.4% |
| 210 | 55 | 0.3% |
| 80 | 29 | 0.2% |
| Other values (69) | 489 | 2.6% |
| (Missing) | 14841 |
| Value | Count | Frequency (%) |
| 10 | 6 | < 0.1% |
| 15 | 2 | < 0.1% |
| 20 | 21 | 0.1% |
| 25 | 5 | < 0.1% |
| 30 | 73 | |
| 35 | 1 | < 0.1% |
| 40 | 18 | 0.1% |
| 45 | 4 | < 0.1% |
| 50 | 21 | 0.1% |
| 55 | 3 | < 0.1% |
| Value | Count | Frequency (%) |
| 720 | 4 | < 0.1% |
| 570 | 1 | < 0.1% |
| 480 | 1433 | |
| 450 | 8 | < 0.1% |
| 440 | 6 | < 0.1% |
| 430 | 3 | < 0.1% |
| 420 | 23 | 0.1% |
| 415 | 1 | < 0.1% |
| 410 | 3 | < 0.1% |
| 400 | 3 | < 0.1% |
Holding_Time
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONMISSING| Distinct | 20 |
|---|---|
| Distinct (%) | 32.3% |
| Missing | 18964 |
| Missing (%) | 99.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 259.516129 |
| Minimum | 20 |
|---|---|
| Maximum | 480 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 148.8 KiB |
Quantile statistics
| Minimum | 20 |
|---|---|
| 5-th percentile | 41 |
| Q1 | 146.25 |
| median | 240 |
| Q3 | 420 |
| 95-th percentile | 480 |
| Maximum | 480 |
| Range | 460 |
| Interquartile range (IQR) | 273.75 |
Descriptive statistics
| Standard deviation | 152.4787265 |
|---|---|
| Coefficient of variation (CV) | 0.5875500958 |
| Kurtosis | -1.179696458 |
| Mean | 259.516129 |
| Median Absolute Deviation (MAD) | 120 |
| Skewness | 0.2867041535 |
| Sum | 16090 |
| Variance | 23249.76203 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 480 | 15 | 0.1% |
| 240 | 13 | 0.1% |
| 120 | 5 | < 0.1% |
| 60 | 5 | < 0.1% |
| 180 | 3 | < 0.1% |
| 200 | 2 | < 0.1% |
| 150 | 2 | < 0.1% |
| 210 | 2 | < 0.1% |
| 360 | 2 | < 0.1% |
| 30 | 2 | < 0.1% |
| Other values (10) | 11 | 0.1% |
| (Missing) | 18964 |
| Value | Count | Frequency (%) |
| 20 | 1 | < 0.1% |
| 30 | 2 | < 0.1% |
| 40 | 1 | < 0.1% |
| 60 | 5 | |
| 120 | 5 | |
| 130 | 1 | < 0.1% |
| 145 | 1 | < 0.1% |
| 150 | 2 | < 0.1% |
| 170 | 1 | < 0.1% |
| 180 | 3 |
| Value | Count | Frequency (%) |
| 480 | 15 | |
| 420 | 2 | < 0.1% |
| 360 | 2 | < 0.1% |
| 330 | 1 | < 0.1% |
| 300 | 1 | < 0.1% |
| 270 | 1 | < 0.1% |
| 240 | 13 | |
| 210 | 2 | < 0.1% |
| 200 | 2 | < 0.1% |
| 185 | 1 | < 0.1% |
| Distinct | 1 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 19025 |
| Missing (%) | > 99.9% |
| Memory size | 743.3 KiB |
| 180.0 |
|---|
Length
| Max length | 5 |
|---|---|
| Median length | 5 |
| Mean length | 5 |
| Min length | 5 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | 100.0% |
Sample
| 1st row | 180.0 |
|---|
Common Values
| Value | Count | Frequency (%) |
| 180.0 | 1 | < 0.1% |
| (Missing) | 19025 |
Length
Pie chart
| Value | Count | Frequency (%) |
| 180.0 | 1 |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 562 |
|---|---|
| Distinct (%) | 17.0% |
| Missing | 15718 |
| Missing (%) | 82.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1319.492443 |
| Minimum | 1 |
|---|---|
| Maximum | 4415 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 148.8 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 29.35 |
| Q1 | 364 |
| median | 629 |
| Q3 | 2525 |
| 95-th percentile | 4282 |
| Maximum | 4415 |
| Range | 4414 |
| Interquartile range (IQR) | 2161 |
Descriptive statistics
| Standard deviation | 1253.793839 |
|---|---|
| Coefficient of variation (CV) | 0.9502091851 |
| Kurtosis | -0.3834289233 |
| Mean | 1319.492443 |
| Median Absolute Deviation (MAD) | 413 |
| Skewness | 0.8984607071 |
| Sum | 4364881 |
| Variance | 1571998.99 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2858 | 134 | 0.7% |
| 370 | 10 | 0.1% |
| 585 | 10 | 0.1% |
| 616 | 10 | 0.1% |
| 1045 | 10 | 0.1% |
| 327 | 10 | 0.1% |
| 954 | 10 | 0.1% |
| 602 | 10 | 0.1% |
| 2336 | 10 | 0.1% |
| 361 | 10 | 0.1% |
| Other values (552) | 3084 | 16.2% |
| (Missing) | 15718 |
| Value | Count | Frequency (%) |
| 1 | 6 | |
| 2 | 7 | |
| 3 | 7 | |
| 4 | 8 | |
| 5 | 9 | |
| 6 | 5 | |
| 7 | 7 | |
| 8 | 8 | |
| 9 | 6 | |
| 10 | 4 |
| Value | Count | Frequency (%) |
| 4415 | 7 | |
| 4414 | 4 | < 0.1% |
| 4413 | 4 | < 0.1% |
| 4412 | 4 | < 0.1% |
| 4411 | 4 | < 0.1% |
| 4410 | 7 | |
| 4409 | 2 | < 0.1% |
| 4408 | 10 | |
| 4407 | 10 | |
| 4406 | 2 | < 0.1% |
| Distinct | 44 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 696 |
| Missing (%) | 3.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 250.2063501 |
| Minimum | 0 |
|---|---|
| Maximum | 3698 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 148.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 49 |
| Q1 | 248 |
| median | 248 |
| Q3 | 325 |
| 95-th percentile | 398 |
| Maximum | 3698 |
| Range | 3698 |
| Interquartile range (IQR) | 77 |
Descriptive statistics
| Standard deviation | 149.3154731 |
|---|---|
| Coefficient of variation (CV) | 0.5967693188 |
| Kurtosis | 194.0862827 |
| Mean | 250.2063501 |
| Median Absolute Deviation (MAD) | 38 |
| Skewness | 9.255249186 |
| Sum | 4586282.398 |
| Variance | 22295.11052 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 248 | 5806 | |
| 49 | 3596 | |
| 286 | 3484 | |
| 398 | 1809 | 9.5% |
| 348 | 1502 | 7.9% |
| 325 | 1455 | 7.6% |
| 300 | 384 | 2.0% |
| 283 | 217 | 1.1% |
| 48 | 8 | < 0.1% |
| 346 | 5 | < 0.1% |
| Other values (34) | 64 | 0.3% |
| (Missing) | 696 | 3.7% |
| Value | Count | Frequency (%) |
| 0 | 1 | < 0.1% |
| 0.398 | 1 | < 0.1% |
| 9 | 2 | < 0.1% |
| 19 | 4 | < 0.1% |
| 28 | 1 | < 0.1% |
| 30 | 2 | < 0.1% |
| 38 | 2 | < 0.1% |
| 48 | 8 | < 0.1% |
| 49 | 3596 | |
| 94 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 3698 | 2 | |
| 3398 | 4 | |
| 3348 | 2 | |
| 3325 | 1 | < 0.1% |
| 3286 | 4 | |
| 3248 | 4 | |
| 3049 | 1 | < 0.1% |
| 2836 | 1 | < 0.1% |
| 2483 | 1 | < 0.1% |
| 2448 | 1 | < 0.1% |
| Distinct | 49 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 655 |
| Missing (%) | 3.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 327.8369501 |
| Minimum | 3.61 |
|---|---|
| Maximum | 4243 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 148.8 KiB |
Quantile statistics
| Minimum | 3.61 |
|---|---|
| 5-th percentile | 94 |
| Q1 | 318 |
| median | 346 |
| Q3 | 368 |
| 95-th percentile | 369 |
| Maximum | 4243 |
| Range | 4239.39 |
| Interquartile range (IQR) | 50 |
Descriptive statistics
| Standard deviation | 180.7938518 |
|---|---|
| Coefficient of variation (CV) | 0.5514749077 |
| Kurtosis | 254.3737228 |
| Mean | 327.8369501 |
| Median Absolute Deviation (MAD) | 22 |
| Skewness | 14.55732574 |
| Sum | 6022692.61 |
| Variance | 32686.41685 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 361 | 2639 | |
| 369 | 2587 | |
| 368 | 2553 | |
| 324 | 2549 | |
| 318 | 2504 | |
| 346 | 2231 | |
| 217 | 2146 | |
| 94 | 970 | 5.1% |
| 348 | 25 | 0.1% |
| 319 | 17 | 0.1% |
| Other values (39) | 150 | 0.8% |
| (Missing) | 655 | 3.4% |
| Value | Count | Frequency (%) |
| 3.61 | 1 | < 0.1% |
| 9 | 1 | < 0.1% |
| 27 | 1 | < 0.1% |
| 31 | 1 | < 0.1% |
| 38 | 1 | < 0.1% |
| 49 | 6 | < 0.1% |
| 94 | 970 | |
| 102 | 4 | < 0.1% |
| 149 | 1 | < 0.1% |
| 217 | 2146 |
| Value | Count | Frequency (%) |
| 4243 | 1 | < 0.1% |
| 3969 | 1 | < 0.1% |
| 3699 | 4 | |
| 3668 | 2 | < 0.1% |
| 3661 | 5 | |
| 3624 | 1 | < 0.1% |
| 3613 | 2 | < 0.1% |
| 3483 | 1 | < 0.1% |
| 3469 | 3 | |
| 3368 | 3 |
| Distinct | 62 |
|---|---|
| Distinct (%) | 4.7% |
| Missing | 17709 |
| Missing (%) | 93.1% |
| Memory size | 630.5 KiB |
| 1 | 91 |
|---|---|
| 4 | 60 |
| 2 | 57 |
| 9 | 56 |
| 10 | 54 |
| Other values (57) |
Length
| Max length | 4 |
|---|---|
| Median length | 2 |
| Mean length | 1.639331815 |
| Min length | 1 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 8 ? |
|---|---|
| Unique (%) | 0.6% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 4 |
| 3rd row | 10 |
| 4th row | 10 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 91 | 0.5% |
| 4 | 60 | 0.3% |
| 2 | 57 | 0.3% |
| 9 | 56 | 0.3% |
| 10 | 54 | 0.3% |
| 5 | 48 | 0.3% |
| 14 | 44 | 0.2% |
| 7 | 44 | 0.2% |
| 3 | 42 | 0.2% |
| 6 | 42 | 0.2% |
| Other values (52) | 779 | 4.1% |
| (Missing) | 17709 |
Length
| Value | Count | Frequency (%) |
| 1 | 91 | 6.9% |
| 4 | 60 | 4.6% |
| 2 | 57 | 4.3% |
| 9 | 56 | 4.3% |
| 10 | 54 | 4.1% |
| 5 | 48 | 3.6% |
| 14 | 44 | 3.3% |
| 7 | 44 | 3.3% |
| 3 | 42 | 3.2% |
| 6 | 42 | 3.2% |
| Other values (52) | 779 |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 64 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 5356 |
| Missing (%) | 28.2% |
| Memory size | 980.2 KiB |
| 1 | |
|---|---|
| 2 | |
| 3 | |
| 4 | |
| 5 | |
| Other values (59) |
Length
| Max length | 4 |
|---|---|
| Median length | 1 |
| Mean length | 1.267739576 |
| Min length | 1 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 9 ? |
|---|---|
| Unique (%) | 0.1% |
Sample
| 1st row | 5 |
|---|---|
| 2nd row | 15 |
| 3rd row | 8 |
| 4th row | 1 |
| 5th row | 4 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 1674 | 8.8% |
| 2 | 1644 | 8.6% |
| 3 | 1576 | 8.3% |
| 4 | 1305 | 6.9% |
| 5 | 1085 | 5.7% |
| 6 | 888 | 4.7% |
| 7 | 738 | 3.9% |
| 8 | 628 | 3.3% |
| 10 | 566 | 3.0% |
| 9 | 476 | 2.5% |
| Other values (54) | 3090 | |
| (Missing) | 5356 |
Length
| Value | Count | Frequency (%) |
| 1 | 1674 | |
| 2 | 1644 | |
| 3 | 1576 | |
| 4 | 1305 | |
| 5 | 1085 | 7.9% |
| 6 | 889 | 6.5% |
| 7 | 738 | 5.4% |
| 8 | 628 | 4.6% |
| 10 | 566 | 4.1% |
| 9 | 476 | 3.5% |
| Other values (53) | 3089 |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 22 |
|---|---|
| Distinct (%) | 2.8% |
| Missing | 18247 |
| Missing (%) | 95.9% |
| Memory size | 617.4 KiB |
| 1 | |
|---|---|
| 6 | 21 |
| 2 | 16 |
| 3 | 10 |
| 7 | 8 |
| Other values (17) | 41 |
Length
| Max length | 3 |
|---|---|
| Median length | 1 |
| Mean length | 1.037227214 |
| Min length | 1 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 5 ? |
|---|---|
| Unique (%) | 0.6% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 683 | 3.6% |
| 6 | 21 | 0.1% |
| 2 | 16 | 0.1% |
| 3 | 10 | 0.1% |
| 7 | 8 | < 0.1% |
| 9 | 6 | < 0.1% |
| 19 | 4 | < 0.1% |
| 5 | 4 | < 0.1% |
| 16 | 3 | < 0.1% |
| 17 | 3 | < 0.1% |
| Other values (12) | 21 | 0.1% |
| (Missing) | 18247 |
Length
| Value | Count | Frequency (%) |
| 1 | 683 | |
| 6 | 21 | 2.7% |
| 2 | 16 | 2.1% |
| 3 | 10 | 1.3% |
| 7 | 8 | 1.0% |
| 9 | 6 | 0.8% |
| 19 | 4 | 0.5% |
| 5 | 4 | 0.5% |
| 17 | 3 | 0.4% |
| 16 | 3 | 0.4% |
| Other values (12) | 21 | 2.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 97 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.72711027 |
| Minimum | 0 |
|---|---|
| Maximum | 12 |
| Zeros | 61 |
| Zeros (%) | 0.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 148.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.5 |
| Q1 | 1.666666667 |
| median | 4 |
| Q3 | 4.5 |
| 95-th percentile | 8 |
| Maximum | 12 |
| Range | 12 |
| Interquartile range (IQR) | 2.833333333 |
Descriptive statistics
| Standard deviation | 2.447716131 |
|---|---|
| Coefficient of variation (CV) | 0.6567329522 |
| Kurtosis | -0.7629773019 |
| Mean | 3.72711027 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 0.5674176199 |
| Sum | 70912 |
| Variance | 5.991314257 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 4 | 4480 | |
| 8 | 3277 | |
| 1 | 1105 | 5.8% |
| 2 | 954 | 5.0% |
| 3 | 785 | 4.1% |
| 1.5 | 763 | 4.0% |
| 2.5 | 591 | 3.1% |
| 0.5 | 574 | 3.0% |
| 3.5 | 376 | 2.0% |
| 0.666666667 | 310 | 1.6% |
| Other values (87) | 5811 |
| Value | Count | Frequency (%) |
| 0 | 61 | 0.3% |
| 0.083333333 | 93 | 0.5% |
| 0.166666667 | 198 | 1.0% |
| 0.25 | 51 | 0.3% |
| 0.333333333 | 174 | 0.9% |
| 0.416666667 | 51 | 0.3% |
| 0.5 | 574 | |
| 0.583333333 | 42 | 0.2% |
| 0.666666667 | 310 | |
| 0.75 | 85 | 0.4% |
| Value | Count | Frequency (%) |
| 12 | 4 | < 0.1% |
| 9.5 | 1 | < 0.1% |
| 8 | 3277 | |
| 7.833333333 | 1 | < 0.1% |
| 7.75 | 2 | < 0.1% |
| 7.666666667 | 12 | 0.1% |
| 7.583333333 | 2 | < 0.1% |
| 7.5 | 52 | 0.3% |
| 7.416666667 | 1 | < 0.1% |
| 7.333333333 | 31 | 0.2% |
Total_Working_Hours
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATION| Distinct | 97 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 223.6266162 |
| Minimum | 0 |
|---|---|
| Maximum | 720 |
| Zeros | 61 |
| Zeros (%) | 0.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 148.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 30 |
| Q1 | 100 |
| median | 240 |
| Q3 | 270 |
| 95-th percentile | 480 |
| Maximum | 720 |
| Range | 720 |
| Interquartile range (IQR) | 170 |
Descriptive statistics
| Standard deviation | 146.8629679 |
|---|---|
| Coefficient of variation (CV) | 0.6567329522 |
| Kurtosis | -0.7629773019 |
| Mean | 223.6266162 |
| Median Absolute Deviation (MAD) | 120 |
| Skewness | 0.5674176199 |
| Sum | 4254720 |
| Variance | 21568.73133 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 240 | 4480 | |
| 480 | 3277 | |
| 60 | 1105 | 5.8% |
| 120 | 954 | 5.0% |
| 180 | 785 | 4.1% |
| 90 | 763 | 4.0% |
| 150 | 591 | 3.1% |
| 30 | 574 | 3.0% |
| 210 | 376 | 2.0% |
| 40 | 310 | 1.6% |
| Other values (87) | 5811 |
| Value | Count | Frequency (%) |
| 0 | 61 | 0.3% |
| 5 | 93 | 0.5% |
| 10 | 198 | 1.0% |
| 15 | 51 | 0.3% |
| 20 | 174 | 0.9% |
| 25 | 51 | 0.3% |
| 30 | 574 | |
| 35 | 42 | 0.2% |
| 40 | 310 | |
| 45 | 85 | 0.4% |
| Value | Count | Frequency (%) |
| 720 | 4 | < 0.1% |
| 570 | 1 | < 0.1% |
| 480 | 3277 | |
| 470 | 1 | < 0.1% |
| 465 | 2 | < 0.1% |
| 460 | 12 | 0.1% |
| 455 | 2 | < 0.1% |
| 450 | 52 | 0.3% |
| 445 | 1 | < 0.1% |
| 440 | 31 | 0.2% |
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.First rows
| Data | Shift | Tool | Material_Type | Material | Product Code | Batch_ID | temperature | Speed | quench | rate | Rapid dewaxing | weight_kg | unit_weight_g | Qty | Process_Time | Waiting_Time | Holding_Time | Change_Temperature_Time | Furnace_Maintenance_Time | Form_Number | Affirmant | Filler | Recipient | Number_of_Case | Number_of_Boxes | Sintered_State | Working_Hours | Total_Working_Hours | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1/1 | C | 1 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 1.00 | 0.000000 | NaN | 90.0 | NaN | NaN | NaN | NaN | 325.0 | NaN | 369.0 | NaN | NaN | NaN | 1.500000 | 90 |
| 1 | 1/1 | C | 1 | 1.0 | 25 | 6808 | 201230A | 1120.0 | 60.0 | NaN | NaN | NaN | 90.0 | 8.45 | 10650.887570 | 390.0 | NaN | NaN | NaN | NaN | NaN | 325.0 | NaN | 369.0 | NaN | 5 | NaN | 6.500000 | 390 |
| 2 | 1/1 | A | 1 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 1.00 | 0.000000 | NaN | 60.0 | NaN | NaN | NaN | NaN | 49.0 | NaN | 346.0 | NaN | NaN | NaN | 1.000000 | 60 |
| 3 | 1/1 | A | 1 | 1.0 | 15-1 | 8005 | 201231A | 1120.0 | 60.0 | NaN | NaN | NaN | 300.0 | 140.00 | 2142.857143 | 420.0 | NaN | NaN | NaN | NaN | NaN | 498.0 | NaN | 368.0 | NaN | 15 | NaN | 7.000000 | 420 |
| 4 | 1/1 | A | 1 | 1.0 | 15-1 | 8005 | 201231A | 1120.0 | 60.0 | NaN | NaN | NaN | 147.5 | 140.00 | 1053.571429 | 200.0 | NaN | NaN | NaN | NaN | NaN | 248.0 | NaN | 368.0 | NaN | 8 | NaN | 3.333333 | 200 |
| 5 | 1/1 | A | 1 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 1.00 | 0.000000 | NaN | 40.0 | NaN | NaN | NaN | NaN | 248.0 | NaN | 368.0 | NaN | NaN | NaN | 0.666667 | 40 |
| 6 | 1/1 | C | 1 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 1.00 | 0.000000 | NaN | 240.0 | NaN | NaN | NaN | NaN | 248.0 | NaN | 368.0 | NaN | NaN | NaN | 4.000000 | 240 |
| 7 | 1/1 | C | 2 | 1.0 | 5-7 | 4454 | 201230A | 1120.0 | 60.0 | NaN | NaN | NaN | 15.4 | 138.00 | 111.594203 | 60.0 | NaN | NaN | NaN | NaN | NaN | 325.0 | NaN | 369.0 | NaN | 1 | NaN | 1.000000 | 60 |
| 8 | 1/1 | C | 2 | 1.0 | 5-3 | 4666 | 201231A | 1120.0 | 60.0 | NaN | NaN | NaN | 80.0 | 57.20 | 1398.601399 | 420.0 | NaN | NaN | NaN | NaN | NaN | 325.0 | NaN | 369.0 | NaN | 4 | NaN | 7.000000 | 420 |
| 9 | 1/1 | A | 2 | 1.0 | 5-3 | 4666 | 201231A | 1120.0 | 60.0 | NaN | NaN | NaN | 70.0 | 57.20 | 1223.776224 | 270.0 | NaN | NaN | NaN | NaN | NaN | 49.0 | NaN | 368.0 | NaN | 4 | NaN | 4.500000 | 270 |
Last rows
| Data | Shift | Tool | Material_Type | Material | Product Code | Batch_ID | temperature | Speed | quench | rate | Rapid dewaxing | weight_kg | unit_weight_g | Qty | Process_Time | Waiting_Time | Holding_Time | Change_Temperature_Time | Furnace_Maintenance_Time | Form_Number | Affirmant | Filler | Recipient | Number_of_Case | Number_of_Boxes | Sintered_State | Working_Hours | Total_Working_Hours | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 19016 | 12/31 | C | 8 | 1.0 | 8-2 | 6556 | 211224A | 1120.0 | 60.0 | NaN | NaN | NaN | 387.8 | 128.25 | 3023.781676 | 480.0 | NaN | NaN | NaN | NaN | 535.0 | 49.0 | NaN | 318.0 | NaN | 18 | NaN | 8.000000 | 480 |
| 19017 | 12/31 | A | 8 | 1.0 | 8-2 | 6556 | 211224A | 1120.0 | 60.0 | NaN | NaN | NaN | 409.3 | 128.25 | 3191.423002 | 385.0 | NaN | NaN | NaN | NaN | 535.0 | 286.0 | NaN | 324.0 | NaN | 19 | NaN | 6.416667 | 385 |
| 19018 | 12/31 | A | 8 | 1.0 | 20-2 | 6534 | NaN | 1120.0 | 60.0 | NaN | NaN | NaN | 92.1 | 209.00 | 440.669857 | 95.0 | NaN | NaN | NaN | NaN | 535.0 | 286.0 | NaN | 324.0 | NaN | 15 | NaN | 1.583333 | 95 |
| 19019 | 12/31 | A | 8 | 1.0 | 15-4 | 3394 | 211227A | 1120.0 | 60.0 | NaN | NaN | NaN | 200.0 | 308.00 | 649.350649 | 240.0 | NaN | NaN | NaN | NaN | 535.0 | 248.0 | NaN | 324.0 | NaN | 10 | NaN | 4.000000 | 240 |
| 19020 | 12/31 | C | 8 | 1.0 | 15-4 | 3394 | 211227A | 1120.0 | 60.0 | NaN | NaN | NaN | 200.0 | 308.00 | 649.350649 | 240.0 | NaN | NaN | NaN | NaN | 535.0 | 248.0 | NaN | 369.0 | NaN | 10 | NaN | 4.000000 | 240 |
| 19021 | 12/31 | C | 9 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 1.00 | 0.000000 | NaN | 480.0 | NaN | NaN | NaN | 96.0 | 49.0 | NaN | 361.0 | NaN | NaN | NaN | 8.000000 | 480 |
| 19022 | 12/31 | A | 9 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 1.00 | 0.000000 | NaN | 480.0 | NaN | NaN | NaN | 96.0 | 286.0 | NaN | 346.0 | NaN | NaN | NaN | 8.000000 | 480 |
| 19023 | 12/31 | A | 9 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 1.00 | 0.000000 | NaN | 210.0 | NaN | NaN | NaN | 96.0 | 248.0 | NaN | 346.0 | NaN | NaN | NaN | 3.500000 | 210 |
| 19024 | 12/31 | A | 9 | 1.0 | 17 | 3609 | 211229C | 800.0 | 50.0 | NaN | NaN | NaN | NaN | 28.50 | 0.000000 | 30.0 | NaN | NaN | NaN | NaN | 96.0 | 248.0 | NaN | 393.0 | NaN | NaN | NaN | 0.500000 | 30 |
| 19025 | 12/31 | C | 9 | 1.0 | 17 | 3609 | 211229C | 800.0 | 50.0 | NaN | NaN | NaN | 120.0 | 28.50 | 4210.526316 | 240.0 | NaN | NaN | NaN | NaN | 96.0 | 248.0 | NaN | 217.0 | NaN | 6 | NaN | 4.000000 | 240 |